From 0458542e4d06ae7aaae23c15e04ef43f54ad4f8d Mon Sep 17 00:00:00 2001 From: Jules Laplace Date: Tue, 10 Dec 2019 22:23:04 +0100 Subject: refactor and add hdf5 support --- cli/app/search/vector.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) create mode 100644 cli/app/search/vector.py (limited to 'cli/app/search/vector.py') diff --git a/cli/app/search/vector.py b/cli/app/search/vector.py new file mode 100644 index 0000000..89cd949 --- /dev/null +++ b/cli/app/search/vector.py @@ -0,0 +1,20 @@ +import random +import numpy as np +from scipy.stats import truncnorm + +def truncated_z_sample(batch_size, z_dim, truncation): + values = truncnorm.rvs(-2, 2, size=(batch_size, z_dim)) + return truncation * values + +def truncated_z_single(z_dim, truncation): + values = truncnorm.rvs(-2, 2, size=(1, z_dim)) + return truncation * values + +def create_labels(batch_size, vocab_size, num_classes): + label = np.zeros((batch_size, vocab_size)) + for i in range(batch_size): + for _ in range(random.randint(1, num_classes)): + j = random.randint(0, vocab_size-1) + label[i, j] = random.random() + label[i] /= label[i].sum() + return label -- cgit v1.2.3-70-g09d2